{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db1243ad-3cc3-46b9-87b9-b157c621f4cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For Python Environment without `liga-tv`, eg. Google Colab\n",
    "!pip install liga-tv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1eb5d7c2-dd1e-4c41-a36e-e81eb7d3e80a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ligavision.dsl import conf\n",
    "conf.image.notebook = \"github\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ff45eb56-d143-4cb0-b714-88257c11e331",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "Image(<embedded>)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ligavision.dsl import Image\n",
    "uri = \"https://images.pexels.com/photos/1644767/pexels-photo-1644767.jpeg?auto=compress&cs=tinysrgb&w=1260&\"\n",
    "Image(uri) * 0.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "99b48ee0-60d6-4120-b402-165e38242114",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-02-21 16:48:48,126 INFO Rikai (__init__.py:127): setting spark.sql.extensions to net.xmacs.liga.spark.RikaiSparkSessionExtensions,org.apache.spark.sql.rikai.LigaImageExtensions\n",
      "2023-02-21 16:48:48,127 INFO Rikai (__init__.py:127): setting spark.driver.extraJavaOptions to -Dio.netty.tryReflectionSetAccessible=true\n",
      "2023-02-21 16:48:48,127 INFO Rikai (__init__.py:127): setting spark.executor.extraJavaOptions to -Dio.netty.tryReflectionSetAccessible=true\n",
      "2023-02-21 16:48:48,127 INFO Rikai (__init__.py:127): setting spark.jars to https://github.com/liga-ai/ligavision/releases/download/ligavision_0.2.0/liga-image-assembly_2.12-0.2.0.jar\n",
      "23/02/21 16:48:49 WARN Utils: Your hostname, tubi resolves to a loopback address: 127.0.1.1; using 192.168.31.197 instead (on interface wlp0s20f3)\n",
      "23/02/21 16:48:49 WARN Utils: Set SPARK_LOCAL_IP if you need to bind to another address\n",
      "Using Spark's default log4j profile: org/apache/spark/log4j-defaults.properties\n",
      "Setting default log level to \"WARN\".\n",
      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
      "23/02/21 16:49:02 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n",
      "23/02/21 16:49:03 WARN Utils: Service 'SparkUI' could not bind on port 4040. Attempting port 4041.\n",
      "23/02/21 16:49:03 WARN Utils: Service 'SparkUI' could not bind on port 4041. Attempting port 4042.\n",
      "23/02/21 16:49:06 WARN SimpleFunctionRegistry: The function area replaced a previously registered function.\n"
     ]
    }
   ],
   "source": [
    "from ligavision.spark import init_session\n",
    "spark = init_session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "01fe14bc-1d94-438f-a9a6-70dda94f397d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_name = \"resnet50\"\n",
    "spark.sql(\n",
    "    f\"\"\"\n",
    "    CREATE OR REPLACE MODEL {model_name}\n",
    "    USING pytorch\n",
    "    FOR {model_name}\n",
    "    \"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "76e40a47-8fb6-409a-9a9d-38729159d1a5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------+-------+---+-------+\n",
      "|    name| flavor|uri|options|\n",
      "+--------+-------+---+-------+\n",
      "|resnet50|pytorch|   |       |\n",
      "+--------+-------+---+-------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "spark.sql(\"show models\").show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f60c15a7-bc07-499d-a592-f958977b6f02",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/da/.cache/pants/named_caches/pex_root/venvs/88e68525462813c9cfdd5e143401596f9927b480/bca37f507fd88469217549062431123e6d1b42ed/lib/python3.9/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.\n",
      "  warnings.warn(\n",
      "/home/da/.cache/pants/named_caches/pex_root/venvs/88e68525462813c9cfdd5e143401596f9927b480/bca37f507fd88469217549062431123e6d1b42ed/lib/python3.9/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=ResNet50_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet50_Weights.DEFAULT` to get the most up-to-date weights.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------+----------+-----------+\n",
      "|label_id|     score|      label|\n",
      "+--------+----------+-----------+\n",
      "|     283|0.15847357|Persian cat|\n",
      "+--------+----------+-----------+\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "df = spark.sql(\n",
    "    f\"\"\"\n",
    "    FROM (\n",
    "        SELECT ML_PREDICT({model_name}, to_image('{uri}')) as result\n",
    "    )\n",
    "    SELECT result.label_id, result.score, result.label\n",
    "    \"\"\"\n",
    ")\n",
    "df.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d41f329-7b53-4e96-98d6-25d343164e54",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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